Pandas Profiling Report

Dataset statistics

Number of variables	42
Number of observations	10000
Missing cells	281
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 MiB
Average record size in memory	336.0 B

Variable types

Numeric	29
DateTime	2
Categorical	11

Warnings

`MOBILENO_AVL_FLAG` has constant value "1"	Constant
`AVERAGE_ACCT_AGE` has a high cardinality: 112 distinct values	High cardinality
`CREDIT_HISTORY_LENGTH` has a high cardinality: 187 distinct values	High cardinality
`DISBURSED_AMOUNT` is highly correlated with `ASSET_COST`	High correlation
`ASSET_COST` is highly correlated with `DISBURSED_AMOUNT`	High correlation
`AADHAR_FLAG` is highly correlated with `VOTERID_FLAG`	High correlation
`VOTERID_FLAG` is highly correlated with `AADHAR_FLAG`	High correlation
`PRI_NO_OF_ACCTS` is highly correlated with `PRI_ACTIVE_ACCTS` and 1 other fields	High correlation
`PRI_ACTIVE_ACCTS` is highly correlated with `PRI_NO_OF_ACCTS` and 1 other fields	High correlation
`PRI_CURRENT_BALANCE` is highly correlated with `PRI_SANCTIONED_AMOUNT` and 1 other fields	High correlation
`PRI_SANCTIONED_AMOUNT` is highly correlated with `PRI_CURRENT_BALANCE` and 1 other fields	High correlation
`PRI_DISBURSED_AMOUNT` is highly correlated with `PRI_CURRENT_BALANCE` and 1 other fields	High correlation
`SEC_NO_OF_ACCTS` is highly correlated with `SEC_ACTIVE_ACCTS` and 1 other fields	High correlation
`SEC_ACTIVE_ACCTS` is highly correlated with `SEC_NO_OF_ACCTS` and 1 other fields	High correlation
`SEC_OVERDUE_ACCTS` is highly correlated with `SEC_NO_OF_ACCTS` and 1 other fields	High correlation
`SEC_CURRENT_BALANCE` is highly correlated with `SEC_SANCTIONED_AMOUNT` and 1 other fields	High correlation
`SEC_SANCTIONED_AMOUNT` is highly correlated with `SEC_CURRENT_BALANCE` and 1 other fields	High correlation
`SEC_DISBURSED_AMOUNT` is highly correlated with `SEC_CURRENT_BALANCE` and 1 other fields	High correlation
`NEW_ACCTS_IN_LAST_SIX_MONTHS` is highly correlated with `PRI_NO_OF_ACCTS` and 1 other fields	High correlation
`DISBURSED_AMOUNT` is highly correlated with `ASSET_COST`	High correlation
`ASSET_COST` is highly correlated with `DISBURSED_AMOUNT`	High correlation
`AADHAR_FLAG` is highly correlated with `VOTERID_FLAG`	High correlation
`VOTERID_FLAG` is highly correlated with `AADHAR_FLAG`	High correlation
`PERFORM_CNS_SCORE` is highly correlated with `PRI_NO_OF_ACCTS` and 5 other fields	High correlation
`PRI_NO_OF_ACCTS` is highly correlated with `PERFORM_CNS_SCORE` and 6 other fields	High correlation
`PRI_ACTIVE_ACCTS` is highly correlated with `PERFORM_CNS_SCORE` and 6 other fields	High correlation
`PRI_CURRENT_BALANCE` is highly correlated with `PERFORM_CNS_SCORE` and 6 other fields	High correlation
`PRI_SANCTIONED_AMOUNT` is highly correlated with `PERFORM_CNS_SCORE` and 6 other fields	High correlation
`PRI_DISBURSED_AMOUNT` is highly correlated with `PERFORM_CNS_SCORE` and 6 other fields	High correlation
`SEC_NO_OF_ACCTS` is highly correlated with `SEC_ACTIVE_ACCTS` and 5 other fields	High correlation
`SEC_ACTIVE_ACCTS` is highly correlated with `SEC_NO_OF_ACCTS` and 5 other fields	High correlation
`SEC_OVERDUE_ACCTS` is highly correlated with `SEC_NO_OF_ACCTS` and 4 other fields	High correlation
`SEC_CURRENT_BALANCE` is highly correlated with `SEC_NO_OF_ACCTS` and 5 other fields	High correlation
`SEC_SANCTIONED_AMOUNT` is highly correlated with `SEC_NO_OF_ACCTS` and 5 other fields	High correlation
`SEC_DISBURSED_AMOUNT` is highly correlated with `SEC_NO_OF_ACCTS` and 5 other fields	High correlation
`PRIMARY_INSTAL_AMT` is highly correlated with `PERFORM_CNS_SCORE` and 5 other fields	High correlation
`SEC_INSTAL_AMT` is highly correlated with `SEC_NO_OF_ACCTS` and 4 other fields	High correlation
`NEW_ACCTS_IN_LAST_SIX_MONTHS` is highly correlated with `PRI_NO_OF_ACCTS` and 4 other fields	High correlation
`df_index` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`UNIQUEID` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`DISBURSED_AMOUNT` is highly correlated with `ASSET_COST` and 18 other fields	High correlation
`ASSET_COST` is highly correlated with `DISBURSED_AMOUNT` and 18 other fields	High correlation
`LTV` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`BRANCH_ID` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`SUPPLIER_ID` is highly correlated with `MOBILENO_AVL_FLAG` and 18 other fields	High correlation
`MANUFACTURER_ID` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`CURRENT_PINCODE_ID` is highly correlated with `MOBILENO_AVL_FLAG` and 18 other fields	High correlation
`STATE_ID` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`EMPLOYEE_CODE_ID` is highly correlated with `MOBILENO_AVL_FLAG` and 17 other fields	High correlation
`MOBILENO_AVL_FLAG` is highly correlated with `df_index` and 27 other fields	High correlation
`AADHAR_FLAG` is highly correlated with `df_index` and 27 other fields	High correlation
`PAN_FLAG` is highly correlated with `df_index` and 27 other fields	High correlation
`VOTERID_FLAG` is highly correlated with `df_index` and 27 other fields	High correlation
`DRIVING_FLAG` is highly correlated with `df_index` and 27 other fields	High correlation
`PASSPORT_FLAG` is highly correlated with `df_index` and 27 other fields	High correlation
`PERFORM_CNS_SCORE` is highly correlated with `PRI_OVERDUE_ACCTS` and 10 other fields	High correlation
`PRI_NO_OF_ACCTS` is highly correlated with `PRI_OVERDUE_ACCTS` and 10 other fields	High correlation
`PRI_ACTIVE_ACCTS` is highly correlated with `PRI_OVERDUE_ACCTS` and 10 other fields	High correlation
`PRI_OVERDUE_ACCTS` is highly correlated with `df_index` and 29 other fields	High correlation
`PRI_CURRENT_BALANCE` is highly correlated with `SEC_NO_OF_ACCTS` and 9 other fields	High correlation
`PRI_SANCTIONED_AMOUNT` is highly correlated with `SEC_NO_OF_ACCTS` and 9 other fields	High correlation
`PRI_DISBURSED_AMOUNT` is highly correlated with `SEC_NO_OF_ACCTS` and 9 other fields	High correlation
`SEC_NO_OF_ACCTS` is highly correlated with `df_index` and 33 other fields	High correlation
`SEC_ACTIVE_ACCTS` is highly correlated with `df_index` and 32 other fields	High correlation
`SEC_OVERDUE_ACCTS` is highly correlated with `df_index` and 33 other fields	High correlation
`SEC_CURRENT_BALANCE` is highly correlated with `df_index` and 32 other fields	High correlation
`SEC_SANCTIONED_AMOUNT` is highly correlated with `df_index` and 33 other fields	High correlation
`SEC_DISBURSED_AMOUNT` is highly correlated with `df_index` and 32 other fields	High correlation
`PRIMARY_INSTAL_AMT` is highly correlated with `SUPPLIER_ID` and 8 other fields	High correlation
`SEC_INSTAL_AMT` is highly correlated with `df_index` and 34 other fields	High correlation
`NEW_ACCTS_IN_LAST_SIX_MONTHS` is highly correlated with `df_index` and 24 other fields	High correlation
`DELINQUENT_ACCTS_IN_LAST_SIX_MONTHS` is highly correlated with `df_index` and 34 other fields	High correlation
`NO_OF_INQUIRIES` is highly correlated with `df_index` and 34 other fields	High correlation
`LOAN_DEFAULT` is highly correlated with `df_index` and 30 other fields	High correlation
`BRANCH_ID` is highly correlated with `SUPPLIER_ID` and 2 other fields	High correlation
`SEC_CURRENT_BALANCE` is highly correlated with `SEC_DISBURSED_AMOUNT` and 2 other fields	High correlation
`PRIMARY_INSTAL_AMT` is highly correlated with `PRI_NO_OF_ACCTS`	High correlation
`SEC_DISBURSED_AMOUNT` is highly correlated with `SEC_CURRENT_BALANCE` and 1 other fields	High correlation
`SUPPLIER_ID` is highly correlated with `BRANCH_ID`	High correlation
`SEC_ACTIVE_ACCTS` is highly correlated with `SEC_OVERDUE_ACCTS` and 2 other fields	High correlation
`LOAN_DEFAULT` is highly correlated with `EMPLOYMENT_TYPE` and 1 other fields	High correlation
`PRI_ACTIVE_ACCTS` is highly correlated with `PRI_SANCTIONED_AMOUNT` and 4 other fields	High correlation
`EMPLOYMENT_TYPE` is highly correlated with `LOAN_DEFAULT`	High correlation
`DISBURSAL_DATE` is highly correlated with `UNIQUEID`	High correlation
`LTV` is highly correlated with `DISBURSED_AMOUNT`	High correlation
`ASSET_COST` is highly correlated with `DISBURSED_AMOUNT` and 1 other fields	High correlation
`PRI_SANCTIONED_AMOUNT` is highly correlated with `PRI_ACTIVE_ACCTS` and 2 other fields	High correlation
`SEC_OVERDUE_ACCTS` is highly correlated with `SEC_ACTIVE_ACCTS` and 2 other fields	High correlation
`VOTERID_FLAG` is highly correlated with `STATE_ID` and 1 other fields	High correlation
`PRI_DISBURSED_AMOUNT` is highly correlated with `PRI_ACTIVE_ACCTS` and 2 other fields	High correlation
`PERFORM_CNS_SCORE` is highly correlated with `LOAN_DEFAULT` and 1 other fields	High correlation
`STATE_ID` is highly correlated with `BRANCH_ID` and 3 other fields	High correlation
`UNIQUEID` is highly correlated with `DISBURSAL_DATE`	High correlation
`CURRENT_PINCODE_ID` is highly correlated with `BRANCH_ID` and 2 other fields	High correlation
`PRI_OVERDUE_ACCTS` is highly correlated with `PRI_CURRENT_BALANCE` and 1 other fields	High correlation
`SEC_NO_OF_ACCTS` is highly correlated with `SEC_ACTIVE_ACCTS` and 2 other fields	High correlation
`NEW_ACCTS_IN_LAST_SIX_MONTHS` is highly correlated with `PRI_ACTIVE_ACCTS` and 1 other fields	High correlation
`AADHAR_FLAG` is highly correlated with `VOTERID_FLAG` and 2 other fields	High correlation
`DISBURSED_AMOUNT` is highly correlated with `LTV` and 2 other fields	High correlation
`SEC_SANCTIONED_AMOUNT` is highly correlated with `SEC_CURRENT_BALANCE` and 1 other fields	High correlation
`MANUFACTURER_ID` is highly correlated with `ASSET_COST` and 1 other fields	High correlation
`PRI_CURRENT_BALANCE` is highly correlated with `PRI_ACTIVE_ACCTS` and 3 other fields	High correlation
`PRI_NO_OF_ACCTS` is highly correlated with `PRIMARY_INSTAL_AMT` and 2 other fields	High correlation
`DELINQUENT_ACCTS_IN_LAST_SIX_MONTHS` is highly correlated with `SEC_ACTIVE_ACCTS` and 4 other fields	High correlation
`PERFORM_CNS_SCORE_DESCRIPTION` is highly correlated with `PERFORM_CNS_SCORE`	High correlation
`SEC_INSTAL_AMT` is highly correlated with `SEC_CURRENT_BALANCE` and 1 other fields	High correlation
`MOBILENO_AVL_FLAG` is highly correlated with `EMPLOYMENT_TYPE` and 7 other fields	High correlation
`EMPLOYMENT_TYPE` is highly correlated with `MOBILENO_AVL_FLAG`	High correlation
`PASSPORT_FLAG` is highly correlated with `MOBILENO_AVL_FLAG`	High correlation
`PAN_FLAG` is highly correlated with `MOBILENO_AVL_FLAG`	High correlation
`AADHAR_FLAG` is highly correlated with `MOBILENO_AVL_FLAG` and 1 other fields	High correlation
`DRIVING_FLAG` is highly correlated with `MOBILENO_AVL_FLAG`	High correlation
`LOAN_DEFAULT` is highly correlated with `MOBILENO_AVL_FLAG`	High correlation
`PERFORM_CNS_SCORE_DESCRIPTION` is highly correlated with `MOBILENO_AVL_FLAG`	High correlation
`VOTERID_FLAG` is highly correlated with `MOBILENO_AVL_FLAG` and 1 other fields	High correlation
`EMPLOYMENT_TYPE` has 281 (2.8%) missing values	Missing
`SEC_NO_OF_ACCTS` is highly skewed (γ1 = 28.48033388)	Skewed
`SEC_ACTIVE_ACCTS` is highly skewed (γ1 = 22.40878643)	Skewed
`SEC_OVERDUE_ACCTS` is highly skewed (γ1 = 23.86177536)	Skewed
`SEC_CURRENT_BALANCE` is highly skewed (γ1 = 46.91407737)	Skewed
`SEC_SANCTIONED_AMOUNT` is highly skewed (γ1 = 42.77652496)	Skewed
`SEC_DISBURSED_AMOUNT` is highly skewed (γ1 = 42.90236866)	Skewed
`PRIMARY_INSTAL_AMT` is highly skewed (γ1 = 29.58056146)	Skewed
`SEC_INSTAL_AMT` is highly skewed (γ1 = 34.50502137)	Skewed
`df_index` has unique values	Unique
`UNIQUEID` has unique values	Unique
`PERFORM_CNS_SCORE` has 4954 (49.5%) zeros	Zeros
`PRI_NO_OF_ACCTS` has 4954 (49.5%) zeros	Zeros
`PRI_ACTIVE_ACCTS` has 5804 (58.0%) zeros	Zeros
`PRI_OVERDUE_ACCTS` has 8832 (88.3%) zeros	Zeros
`PRI_CURRENT_BALANCE` has 6016 (60.2%) zeros	Zeros
`PRI_SANCTIONED_AMOUNT` has 5859 (58.6%) zeros	Zeros
`PRI_DISBURSED_AMOUNT` has 5863 (58.6%) zeros	Zeros
`SEC_NO_OF_ACCTS` has 9738 (97.4%) zeros	Zeros
`SEC_ACTIVE_ACCTS` has 9822 (98.2%) zeros	Zeros
`SEC_OVERDUE_ACCTS` has 9927 (99.3%) zeros	Zeros
`SEC_CURRENT_BALANCE` has 9850 (98.5%) zeros	Zeros
`SEC_SANCTIONED_AMOUNT` has 9824 (98.2%) zeros	Zeros
`SEC_DISBURSED_AMOUNT` has 9826 (98.3%) zeros	Zeros
`PRIMARY_INSTAL_AMT` has 6776 (67.8%) zeros	Zeros
`SEC_INSTAL_AMT` has 9895 (99.0%) zeros	Zeros
`NEW_ACCTS_IN_LAST_SIX_MONTHS` has 7737 (77.4%) zeros	Zeros
`DELINQUENT_ACCTS_IN_LAST_SIX_MONTHS` has 9182 (91.8%) zeros	Zeros
`NO_OF_INQUIRIES` has 8624 (86.2%) zeros	Zeros

Reproduction

Analysis started	2021-08-02 18:53:31.986041
Analysis finished	2021-08-02 18:55:41.971210
Duration	2 minutes and 9.99 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66189.8121

Minimum	0
Maximum	133151
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6762.65
Q1	33606.75
median	65566.5
Q3	99043.5
95-th percentile	126227.15
Maximum	133151
Range	133151
Interquartile range (IQR)	65436.75

Descriptive statistics

Standard deviation	38166.35733
Coefficient of variation (CV)	0.5766198168
Kurtosis	-1.181553658
Mean	66189.8121
Median Absolute Deviation (MAD)	32743.5
Skewness	0.0202609615
Sum	661898121
Variance	1456670832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27628	1	< 0.1%
44096	1	< 0.1%
4537	1	< 0.1%
18185	1	< 0.1%
58783	1	< 0.1%
71277	1	< 0.1%
73186	1	< 0.1%
10171	1	< 0.1%
59181	1	< 0.1%
89923	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
23	1	< 0.1%
33	1	< 0.1%
35	1	< 0.1%
70	1	< 0.1%
87	1	< 0.1%
89	1	< 0.1%
110	1	< 0.1%
115	1	< 0.1%
119	1	< 0.1%

Value	Count	Frequency (%)
133151	1	< 0.1%
133148	1	< 0.1%
133141	1	< 0.1%
133137	1	< 0.1%
133120	1	< 0.1%
133112	1	< 0.1%
133098	1	< 0.1%
133069	1	< 0.1%
133047	1	< 0.1%
133024	1	< 0.1%

UNIQUEID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	534957.3848

Minimum	417465
Maximum	658669
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	417465
5-th percentile	427691.5
Q1	475017.75
median	535230.5
Q3	595294.5
95-th percentile	642466.35
Maximum	658669
Range	241204
Interquartile range (IQR)	120276.75

Descriptive statistics

Standard deviation	68956.5145
Coefficient of variation (CV)	0.1289009489
Kurtosis	-1.215227603
Mean	534957.3848
Median Absolute Deviation (MAD)	60098.5
Skewness	0.005476677063
Sum	5349573848
Variance	4755000893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
573637	1	< 0.1%
603047	1	< 0.1%
575247	1	< 0.1%
515504	1	< 0.1%
576058	1	< 0.1%
506023	1	< 0.1%
589170	1	< 0.1%
544296	1	< 0.1%
421254	1	< 0.1%
427094	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
417465	1	< 0.1%
417529	1	< 0.1%
417583	1	< 0.1%
417586	1	< 0.1%
417587	1	< 0.1%
417637	1	< 0.1%
417650	1	< 0.1%
417669	1	< 0.1%
417674	1	< 0.1%
417684	1	< 0.1%

Value	Count	Frequency (%)
658669	1	< 0.1%
658658	1	< 0.1%
658653	1	< 0.1%
654066	1	< 0.1%
654009	1	< 0.1%
653962	1	< 0.1%
653954	1	< 0.1%
653950	1	< 0.1%
653943	1	< 0.1%
653934	1	< 0.1%

DISBURSED_AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3447
Distinct (%)	34.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54271.6716

Minimum	13664
Maximum	153318
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	13664
5-th percentile	35362.1
Q1	47153.5
median	53728.5
Q3	60263
95-th percentile	73717
Maximum	153318
Range	139654
Interquartile range (IQR)	13109.5

Descriptive statistics

Standard deviation	12304.73889
Coefficient of variation (CV)	0.2267248922
Kurtosis	3.205153982
Mean	54271.6716
Median Absolute Deviation (MAD)	6564.5
Skewness	0.7942214938
Sum	542716716
Variance	151406599.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48349	105	1.1%
55259	91	0.9%
52303	89	0.9%
47349	87	0.9%
51303	84	0.8%
53303	75	0.8%
46349	73	0.7%
57259	72	0.7%
50303	72	0.7%
45349	62	0.6%
Other values (3437)	9190	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13664	2	< 0.1%
14140	1	< 0.1%
14930	1	< 0.1%
15619	1	< 0.1%
15910	1	< 0.1%
16500	1	< 0.1%
16619	1	< 0.1%
17239	1	< 0.1%
17634	1	< 0.1%
17739	1	< 0.1%

Value	Count	Frequency (%)
153318	1	< 0.1%
140523	1	< 0.1%
132531	1	< 0.1%
130499	1	< 0.1%
129598	1	< 0.1%
127103	1	< 0.1%
123208	1	< 0.1%
121238	1	< 0.1%
118618	1	< 0.1%
118328	1	< 0.1%

ASSET_COST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7347
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75604.0799

Minimum	38055
Maximum	247078
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	38055
5-th percentile	58411.4
Q1	65581.75
median	70828
Q3	78987.25
95-th percentile	109300.2
Maximum	247078
Range	209023
Interquartile range (IQR)	13405.5

Descriptive statistics

Standard deviation	17978.81777
Coefficient of variation (CV)	0.2378022164
Kurtosis	8.657291011
Mean	75604.0799
Median Absolute Deviation (MAD)	6172
Skewness	2.379476488
Sum	756040799
Variance	323237888.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72000	32	0.3%
68000	32	0.3%
75000	28	0.3%
67000	27	0.3%
77000	23	0.2%
69000	21	0.2%
66000	20	0.2%
63000	20	0.2%
70000	19	0.2%
73000	19	0.2%
Other values (7337)	9759	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38055	1	< 0.1%
38752	1	< 0.1%
39217	1	< 0.1%
39536	1	< 0.1%
40167	1	< 0.1%
40175	2	< 0.1%
40600	1	< 0.1%
40700	1	< 0.1%
40768	1	< 0.1%
40893	1	< 0.1%

Value	Count	Frequency (%)
247078	1	< 0.1%
206518	1	< 0.1%
199371	1	< 0.1%
196451	1	< 0.1%
190960	1	< 0.1%
189130	1	< 0.1%
188134	1	< 0.1%
185531	1	< 0.1%
180661	1	< 0.1%
180000	1	< 0.1%

LTV
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	3461
Distinct (%)	34.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.867973

Minimum	16.6
Maximum	94.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	16.6
5-th percentile	52.998
Q1	69.125
median	76.87
Q3	83.52
95-th percentile	89.34
Maximum	94.99
Range	78.39
Interquartile range (IQR)	14.395

Descriptive statistics

Standard deviation	11.24117739
Coefficient of variation (CV)	0.1501466774
Kurtosis	1.444502947
Mean	74.867973
Median Absolute Deviation (MAD)	7.11
Skewness	-1.089845353
Sum	748679.73
Variance	126.364069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	208	2.1%
84.99	51	0.5%
79.99	28	0.3%
79.9	23	0.2%
84.95	19	0.2%
74.93	18	0.2%
79.92	18	0.2%
74.99	17	0.2%
80	17	0.2%
84.96	17	0.2%
Other values (3451)	9584	95.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.6	1	< 0.1%
18.08	1	< 0.1%
21.8	1	< 0.1%
22.66	1	< 0.1%
22.76	1	< 0.1%
22.79	1	< 0.1%
23.72	1	< 0.1%
23.76	1	< 0.1%
24.2	1	< 0.1%
26.88	1	< 0.1%

Value	Count	Frequency (%)
94.99	1	< 0.1%
94.95	1	< 0.1%
94.92	3	< 0.1%
94.91	1	< 0.1%
94.88	2	< 0.1%
94.85	1	< 0.1%
94.82	1	< 0.1%
94.81	1	< 0.1%
94.8	2	< 0.1%
94.78	1	< 0.1%

BRANCH_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	82
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.8098

Minimum	1
Maximum	261
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	14
median	61
Q3	121
95-th percentile	249.05
Maximum	261
Range	260
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	70.32340693
Coefficient of variation (CV)	0.965850846
Kurtosis	0.3227596022
Mean	72.8098
Median Absolute Deviation (MAD)	50
Skewness	1.049010129
Sum	728098
Variance	4945.381562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	546	5.5%
67	446	4.5%
3	413	4.1%
5	398	4.0%
36	382	3.8%
34	375	3.8%
136	334	3.3%
16	276	2.8%
19	246	2.5%
18	229	2.3%
Other values (72)	6355	63.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	228	2.3%
2	546	5.5%
3	413	4.1%
5	398	4.0%
7	138	1.4%
8	145	1.5%
9	102	1.0%
10	192	1.9%
11	198	2.0%
13	137	1.4%

Value	Count	Frequency (%)
261	9	0.1%
260	16	0.2%
259	17	0.2%
258	18	0.2%
257	46	0.5%
255	62	0.6%
254	70	0.7%
251	184	1.8%
250	78	0.8%
249	47	0.5%

SUPPLIER_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	1991
Distinct (%)	19.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19677.8876

Minimum	12312
Maximum	24793
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	12312
5-th percentile	14180
Q1	16574.75
median	20335
Q3	23029.75
95-th percentile	24130
Maximum	24793
Range	12481
Interquartile range (IQR)	6455

Descriptive statistics

Standard deviation	3497.881366
Coefficient of variation (CV)	0.1777569543
Kurtosis	-1.476533659
Mean	19677.8876
Median Absolute Deviation (MAD)	3090
Skewness	-0.1766516394
Sum	196778876
Variance	12235174.05
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18317	65	0.7%
21980	58	0.6%
17980	51	0.5%
18532	50	0.5%
15694	50	0.5%
15663	50	0.5%
14234	50	0.5%
14145	48	0.5%
22727	46	0.5%
21124	45	0.4%
Other values (1981)	9487	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12312	2	< 0.1%
12374	6	0.1%
12441	5	0.1%
12456	4	< 0.1%
12500	2	< 0.1%
12797	3	< 0.1%
12842	1	< 0.1%
12878	1	< 0.1%
13131	2	< 0.1%
13295	1	< 0.1%

Value	Count	Frequency (%)
24793	1	< 0.1%
24777	1	< 0.1%
24770	3	< 0.1%
24761	1	< 0.1%
24754	1	< 0.1%
24745	2	< 0.1%
24744	1	< 0.1%
24728	2	< 0.1%
24727	1	< 0.1%
24721	1	< 0.1%

MANUFACTURER_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.2577

Minimum	45
Maximum	145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	45
5-th percentile	45
Q1	48
median	86
Q3	86
95-th percentile	86
Maximum	145
Range	100
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	22.35396297
Coefficient of variation (CV)	0.3227650207
Kurtosis	-0.6984929472
Mean	69.2577
Median Absolute Deviation (MAD)	34
Skewness	0.3982010136
Sum	692577
Variance	499.6996607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
86	4694	46.9%
45	2423	24.2%
51	1128	11.3%
48	735	7.3%
120	448	4.5%
49	440	4.4%
67	95	0.9%
145	37	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45	2423	24.2%
48	735	7.3%
49	440	4.4%
51	1128	11.3%
67	95	0.9%
86	4694	46.9%
120	448	4.5%
145	37	0.4%

Value	Count	Frequency (%)
145	37	0.4%
120	448	4.5%
86	4694	46.9%
67	95	0.9%
51	1128	11.3%
49	440	4.4%
48	735	7.3%
45	2423	24.2%

CURRENT_PINCODE_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	3141
Distinct (%)	31.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3402.1104

Minimum	2
Maximum	7333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	2
5-th percentile	231
Q1	1514
median	2964
Q3	5681
95-th percentile	6940.05
Maximum	7333
Range	7331
Interquartile range (IQR)	4167

Descriptive statistics

Standard deviation	2240.517613
Coefficient of variation (CV)	0.658566992
Kurtosis	-1.286981438
Mean	3402.1104
Median Absolute Deviation (MAD)	1915
Skewness	0.2704608709
Sum	34021104
Variance	5019919.173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2578	91	0.9%
1446	80	0.8%
2989	55	0.5%
2943	43	0.4%
1515	38	0.4%
2378	37	0.4%
2790	35	0.4%
1794	35	0.4%
1509	34	0.3%
2782	34	0.3%
Other values (3131)	9518	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	3	< 0.1%
3	1	< 0.1%
4	5	0.1%
5	13	0.1%
6	5	0.1%
7	7	0.1%
9	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
7333	2	< 0.1%
7331	2	< 0.1%
7328	1	< 0.1%
7324	1	< 0.1%
7321	1	< 0.1%
7315	2	< 0.1%
7311	1	< 0.1%
7308	1	< 0.1%
7304	1	< 0.1%
7302	2	< 0.1%

DATE_OF_BIRTH
Date

Distinct	5213
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

Minimum	1949-09-15 00:00:00
Maximum	2000-09-24 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

EMPLOYMENT_TYPE
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	281
Missing (%)	2.8%
Memory size	78.2 KiB

Self employed	5512
Salaried	4207

Length

Max length	13
Median length	13
Mean length	10.83568268
Min length	8

Characters and Unicode

Total characters	105312
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Salaried
2nd row	Self employed
3rd row	Salaried
4th row	Self employed
5th row	Self employed

Common Values

Value	Count	Frequency (%)
Self employed	5512	55.1%
Salaried	4207	42.1%
(Missing)	281	2.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
self	5512	36.2%
employed	5512	36.2%
salaried	4207	27.6%

Most occurring characters

Value	Count	Frequency (%)
e	20743	19.7%
l	15231	14.5%
S	9719	9.2%
d	9719	9.2%
a	8414	8.0%
f	5512	5.2%
	5512	5.2%
m	5512	5.2%
p	5512	5.2%
o	5512	5.2%
Other values (3)	13926	13.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	90081	85.5%
Uppercase Letter	9719	9.2%
Space Separator	5512	5.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	20743	23.0%
l	15231	16.9%
d	9719	10.8%
a	8414	9.3%
f	5512	6.1%
m	5512	6.1%
p	5512	6.1%
o	5512	6.1%
y	5512	6.1%
r	4207	4.7%

Uppercase Letter

Value	Count	Frequency (%)
S	9719	100.0%

Space Separator

Value	Count	Frequency (%)
	5512	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	99800	94.8%
Common	5512	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	20743	20.8%
l	15231	15.3%
S	9719	9.7%
d	9719	9.7%
a	8414	8.4%
f	5512	5.5%
m	5512	5.5%
p	5512	5.5%
o	5512	5.5%
y	5512	5.5%
Other values (2)	8414	8.4%

Common

Value	Count	Frequency (%)
	5512	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	105312	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	20743	19.7%
l	15231	14.5%
S	9719	9.2%
d	9719	9.2%
a	8414	8.0%
f	5512	5.2%
	5512	5.2%
m	5512	5.2%
p	5512	5.2%
o	5512	5.2%
Other values (3)	13926	13.2%

DISBURSAL_DATE
Date

HIGH CORRELATION

Distinct	83
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

Minimum	2018-08-01 00:00:00
Maximum	2018-10-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

STATE_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	22
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2421

Minimum	1
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	6
Q3	10
95-th percentile	16
Maximum	22
Range	21
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.463146822
Coefficient of variation (CV)	0.6162779888
Kurtosis	-0.3300524869
Mean	7.2421
Median Absolute Deviation (MAD)	3
Skewness	0.8171253758
Sum	72421
Variance	19.91967956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
4	1960	19.6%
3	1449	14.5%
6	1404	14.0%
13	776	7.8%
9	680	6.8%
8	628	6.3%
5	440	4.4%
14	400	4.0%
1	389	3.9%
11	300	3.0%
Other values (12)	1574	15.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	389	3.9%
2	179	1.8%
3	1449	14.5%
4	1960	19.6%
5	440	4.4%
6	1404	14.0%
7	281	2.8%
8	628	6.3%
9	680	6.8%
10	145	1.5%

Value	Count	Frequency (%)
22	2	< 0.1%
21	9	0.1%
20	10	0.1%
19	45	0.4%
18	210	2.1%
17	159	1.6%
16	127	1.3%
15	209	2.1%
14	400	4.0%
13	776	7.8%

EMPLOYEE_CODE_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2645
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1569.318

Minimum	1
Maximum	3775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	157.9
Q1	740
median	1478
Q3	2393
95-th percentile	3188.05
Maximum	3775
Range	3774
Interquartile range (IQR)	1653

Descriptive statistics

Standard deviation	972.7128304
Coefficient of variation (CV)	0.6198315641
Kurtosis	-1.07329135
Mean	1569.318
Median Absolute Deviation (MAD)	807
Skewness	0.2150110121
Sum	15693180
Variance	946170.2505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	31	0.3%
2546	31	0.3%
2153	22	0.2%
845	21	0.2%
620	21	0.2%
2601	19	0.2%
628	18	0.2%
1831	18	0.2%
1439	17	0.2%
1946	17	0.2%
Other values (2635)	9785	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
3	8	0.1%
4	2	< 0.1%
5	4	< 0.1%
7	4	< 0.1%
9	2	< 0.1%
10	3	< 0.1%
11	6	0.1%
12	4	< 0.1%
15	2	< 0.1%

Value	Count	Frequency (%)
3775	1	< 0.1%
3765	1	< 0.1%
3760	1	< 0.1%
3759	1	< 0.1%
3753	1	< 0.1%
3740	1	< 0.1%
3725	2	< 0.1%
3723	1	< 0.1%
3721	1	< 0.1%
3720	1	< 0.1%

MOBILENO_AVL_FLAG
Categorical

CONSTANT
HIGH CORRELATION
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

1	10000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	10000	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	10000	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	10000	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10000	100.0%

AADHAR_FLAG
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

1	8402
0	1598

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	8402	84.0%
0	1598	16.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	8402	84.0%
0	1598	16.0%

Most occurring characters

Value	Count	Frequency (%)
1	8402	84.0%
0	1598	16.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	8402	84.0%
0	1598	16.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	8402	84.0%
0	1598	16.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	8402	84.0%
0	1598	16.0%

PAN_FLAG
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0	9255
1	745

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9255	92.5%
1	745	7.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	9255	92.5%
1	745	7.4%

Most occurring characters

Value	Count	Frequency (%)
0	9255	92.5%
1	745	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9255	92.5%
1	745	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9255	92.5%
1	745	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9255	92.5%
1	745	7.4%

VOTERID_FLAG
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0	8552
1	1448

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	8552	85.5%
1	1448	14.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	8552	85.5%
1	1448	14.5%

Most occurring characters

Value	Count	Frequency (%)
0	8552	85.5%
1	1448	14.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8552	85.5%
1	1448	14.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	8552	85.5%
1	1448	14.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8552	85.5%
1	1448	14.5%

DRIVING_FLAG
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0	9777
1	223

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9777	97.8%
1	223	2.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	9777	97.8%
1	223	2.2%

Most occurring characters

Value	Count	Frequency (%)
0	9777	97.8%
1	223	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9777	97.8%
1	223	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9777	97.8%
1	223	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9777	97.8%
1	223	2.2%

PASSPORT_FLAG
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0	9975
1	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9975	99.8%
1	25	0.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	9975	99.8%
1	25	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	9975	99.8%
1	25	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9975	99.8%
1	25	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9975	99.8%
1	25	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9975	99.8%
1	25	0.2%

PERFORM_CNS_SCORE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	464
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	293.6837

Minimum	0
Maximum	879
Zeros	4954
Zeros (%)	49.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	679
95-th percentile	825
Maximum	879
Range	879
Interquartile range (IQR)	679

Descriptive statistics

Standard deviation	338.6778902
Coefficient of variation (CV)	1.15320629
Kurtosis	-1.656769508
Mean	293.6837
Median Absolute Deviation (MAD)	15
Skewness	0.4183197866
Sum	2936837
Variance	114702.7133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4954	49.5%
738	364	3.6%
300	362	3.6%
825	320	3.2%
15	170	1.7%
763	155	1.6%
17	154	1.5%
16	126	1.3%
708	102	1.0%
737	95	0.9%
Other values (454)	3198	32.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4954	49.5%
14	30	0.3%
15	170	1.7%
16	126	1.3%
17	154	1.5%
18	65	0.7%
300	362	3.6%
302	1	< 0.1%
305	6	0.1%
306	2	< 0.1%

Value	Count	Frequency (%)
879	2	< 0.1%
873	1	< 0.1%
870	1	< 0.1%
858	1	< 0.1%
853	4	< 0.1%
845	23	0.2%
844	3	< 0.1%
842	1	< 0.1%
841	1	< 0.1%
839	6	0.1%

PERFORM_CNS_SCORE_DESCRIPTION
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

No Bureau History Available	4954
C-Very Low Risk	682
A-Very Low Risk	602
D-Very Low Risk	483
B-Very Low Risk	424
Other values (14)	2855

Length

Max length	55
Median length	27
Mean length	22.1101
Min length	10

Characters and Unicode

Total characters	221101
Distinct characters	48
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Bureau History Available
2nd row	No Bureau History Available
3rd row	B-Very Low Risk
4th row	No Bureau History Available
5th row	No Bureau History Available

Common Values

Value	Count	Frequency (%)
No Bureau History Available	4954	49.5%
C-Very Low Risk	682	6.8%
A-Very Low Risk	602	6.0%
D-Very Low Risk	483	4.8%
B-Very Low Risk	424	4.2%
K-High Risk	402	4.0%
F-Low Risk	374	3.7%
M-Very High Risk	362	3.6%
H-Medium Risk	317	3.2%
I-Medium Risk	256	2.6%
Other values (9)	1144	11.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
available	5343	15.0%
no	5145	14.4%
history	5124	14.4%
bureau	4954	13.9%
risk	4501	12.6%
low	2191	6.1%
not	869	2.4%
c-very	682	1.9%
a-very	602	1.7%
scored	545	1.5%
Other values (29)	5737	16.1%

Most occurring characters

Value	Count	Frequency (%)
	25693	11.6%
i	17276	7.8%
a	16205	7.3%
o	15622	7.1%
e	15188	6.9%
r	13563	6.1%
u	11115	5.0%
l	10781	4.9%
s	10226	4.6%
y	7880	3.6%
Other values (38)	77552	35.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	151261	68.4%
Uppercase Letter	38719	17.5%
Space Separator	25693	11.6%
Dash Punctuation	4501	2.0%
Other Punctuation	545	0.2%
Decimal Number	130	0.1%
Open Punctuation	126	0.1%
Close Punctuation	126	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	17276	11.4%
a	16205	10.7%
o	15622	10.3%
e	15188	10.0%
r	13563	9.0%
u	11115	7.3%
l	10781	7.1%
s	10226	6.8%
y	7880	5.2%
t	7326	4.8%
Other values (12)	26079	17.2%

Uppercase Letter

Value	Count	Frequency (%)
H	6393	16.5%
N	6014	15.5%
A	5852	15.1%
B	5378	13.9%
R	4501	11.6%
L	3023	7.8%
V	2600	6.7%
M	935	2.4%
S	715	1.8%
C	682	1.8%
Other values (9)	2626	6.8%

Decimal Number

Value	Count	Frequency (%)
3	65	50.0%
6	65	50.0%

Space Separator

Value	Count	Frequency (%)
	25693	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4501	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	545	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	126	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	126	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	189980	85.9%
Common	31121	14.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	17276	9.1%
a	16205	8.5%
o	15622	8.2%
e	15188	8.0%
r	13563	7.1%
u	11115	5.9%
l	10781	5.7%
s	10226	5.4%
y	7880	4.1%
t	7326	3.9%
Other values (31)	64798	34.1%

Common

Value	Count	Frequency (%)
	25693	82.6%
-	4501	14.5%
:	545	1.8%
(	126	0.4%
)	126	0.4%
3	65	0.2%
6	65	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	221101	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	25693	11.6%
i	17276	7.8%
a	16205	7.3%
o	15622	7.1%
e	15188	6.9%
r	13563	6.1%
u	11115	5.0%
l	10781	4.9%
s	10226	4.6%
y	7880	3.6%
Other values (38)	77552	35.1%

PRI_NO_OF_ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	54
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4961

Minimum	0
Maximum	99
Zeros	4954
Zeros (%)	49.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	11
Maximum	99
Range	99
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.088454974
Coefficient of variation (CV)	2.038562147
Kurtosis	42.18317646
Mean	2.4961
Median Absolute Deviation (MAD)	1
Skewness	4.901919475
Sum	24961
Variance	25.89237403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4954	49.5%
1	1512	15.1%
2	865	8.6%
3	529	5.3%
4	405	4.0%
5	319	3.2%
6	257	2.6%
7	207	2.1%
8	151	1.5%
9	131	1.3%
Other values (44)	670	6.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4954	49.5%
1	1512	15.1%
2	865	8.6%
3	529	5.3%
4	405	4.0%
5	319	3.2%
6	257	2.6%
7	207	2.1%
8	151	1.5%
9	131	1.3%

Value	Count	Frequency (%)
99	1	< 0.1%
76	1	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
65	1	< 0.1%
57	2	< 0.1%
55	1	< 0.1%
52	1	< 0.1%
49	1	< 0.1%
46	3	< 0.1%

PRI_ACTIVE_ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0669

Minimum	0
Maximum	34
Zeros	5804
Zeros (%)	58.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	34
Range	34
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.013263448
Coefficient of variation (CV)	1.887021697
Kurtosis	28.95482826
Mean	1.0669
Median Absolute Deviation (MAD)	0
Skewness	4.018695476
Sum	10669
Variance	4.053229713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	5804	58.0%
1	1889	18.9%
2	911	9.1%
3	507	5.1%
4	308	3.1%
5	215	2.1%
6	114	1.1%
7	85	0.9%
8	44	0.4%
9	33	0.3%
Other values (15)	90	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5804	58.0%
1	1889	18.9%
2	911	9.1%
3	507	5.1%
4	308	3.1%
5	215	2.1%
6	114	1.1%
7	85	0.9%
8	44	0.4%
9	33	0.3%

Value	Count	Frequency (%)
34	1	< 0.1%
28	2	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
20	2	< 0.1%
19	2	< 0.1%
18	1	< 0.1%
17	2	< 0.1%
16	7	0.1%
15	4	< 0.1%

PRI_OVERDUE_ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1626

Minimum	0
Maximum	23
Zeros	8832
Zeros (%)	88.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5963193772
Coefficient of variation (CV)	3.667400844
Kurtosis	312.1682989
Mean	0.1626
Median Absolute Deviation (MAD)	0
Skewness	11.70861455
Sum	1626
Variance	0.3555967997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	8832	88.3%
1	892	8.9%
2	193	1.9%
3	48	0.5%
4	20	0.2%
6	5	0.1%
5	4	< 0.1%
7	2	< 0.1%
17	1	< 0.1%
8	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8832	88.3%
1	892	8.9%
2	193	1.9%
3	48	0.5%
4	20	0.2%
5	4	< 0.1%
6	5	0.1%
7	2	< 0.1%
8	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
17	1	< 0.1%
12	1	< 0.1%
8	1	< 0.1%
7	2	< 0.1%
6	5	0.1%
5	4	< 0.1%
4	20	0.2%
3	48	0.5%
2	193	1.9%

PRI_CURRENT_BALANCE
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	3827
Distinct (%)	38.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180406.2596

Minimum	-33286
Maximum	36939084
Zeros	6016
Zeros (%)	60.2%
Negative	18
Negative (%)	0.2%
Memory size	78.2 KiB

Quantile statistics

Minimum	-33286
5-th percentile	0
Q1	0
median	0
Q3	35437.25
95-th percentile	862995.75
Maximum	36939084
Range	36972370
Interquartile range (IQR)	35437.25

Descriptive statistics

Standard deviation	1070291.312
Coefficient of variation (CV)	5.932672814
Kurtosis	527.2918274
Mean	180406.2596
Median Absolute Deviation (MAD)	0
Skewness	19.90717877
Sum	1804062596
Variance	1.145523492 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6016	60.2%
5000	7	0.1%
800	6	0.1%
30000	5	0.1%
22000	4	< 0.1%
20000	4	< 0.1%
59000	4	< 0.1%
1600	4	< 0.1%
40000	3	< 0.1%
25000	3	< 0.1%
Other values (3817)	3944	39.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-33286	1	< 0.1%
-15522	1	< 0.1%
-7114	1	< 0.1%
-6711	1	< 0.1%
-2989	1	< 0.1%
-826	1	< 0.1%
-311	1	< 0.1%
-214	1	< 0.1%
-201	1	< 0.1%
-52	1	< 0.1%

Value	Count	Frequency (%)
36939084	1	< 0.1%
33945092	1	< 0.1%
32027420	1	< 0.1%
28990920	1	< 0.1%
28199256	1	< 0.1%
27128894	1	< 0.1%
24705112	1	< 0.1%
21575590	1	< 0.1%
18244196	1	< 0.1%
17216416	1	< 0.1%

PRI_SANCTIONED_AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2805
Distinct (%)	28.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	231450.0578

Minimum	0
Maximum	42868148
Zeros	5859
Zeros (%)	58.6%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	63834.25
95-th percentile	1100121.3
Maximum	42868148
Range	42868148
Interquartile range (IQR)	63834.25

Descriptive statistics

Standard deviation	1286267.413
Coefficient of variation (CV)	5.557429646
Kurtosis	479.8400705
Mean	231450.0578
Median Absolute Deviation (MAD)	0
Skewness	18.98218808
Sum	2314500578
Variance	1.654483857 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5859	58.6%
50000	67	0.7%
30000	64	0.6%
100000	50	0.5%
20000	46	0.5%
40000	42	0.4%
25000	39	0.4%
200000	25	0.2%
60000	23	0.2%
300000	23	0.2%
Other values (2795)	3762	37.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5859	58.6%
2	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
42868148	1	< 0.1%
38851416	1	< 0.1%
38092404	1	< 0.1%
37630424	1	< 0.1%
29354052	1	< 0.1%
28893496	1	< 0.1%
27219772	1	< 0.1%
25510316	1	< 0.1%
25118900	1	< 0.1%
23306064	1	< 0.1%

PRI_DISBURSED_AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2924
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	230204.9529

Minimum	0
Maximum	42868148
Zeros	5863
Zeros (%)	58.6%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	62033.25
95-th percentile	1095250
Maximum	42868148
Range	42868148
Interquartile range (IQR)	62033.25

Descriptive statistics

Standard deviation	1284395.948
Coefficient of variation (CV)	5.579358446
Kurtosis	481.0344425
Mean	230204.9529
Median Absolute Deviation (MAD)	0
Skewness	19.01754561
Sum	2302049529
Variance	1.649672952 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5863	58.6%
50000	66	0.7%
30000	59	0.6%
100000	48	0.5%
40000	39	0.4%
20000	34	0.3%
25000	29	0.3%
300000	24	0.2%
200000	24	0.2%
45000	22	0.2%
Other values (2914)	3792	37.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5863	58.6%
2	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
42868148	1	< 0.1%
38648568	1	< 0.1%
38102204	1	< 0.1%
37629848	1	< 0.1%
29354052	1	< 0.1%
28893496	1	< 0.1%
27219772	1	< 0.1%
25510316	1	< 0.1%
25118900	1	< 0.1%
23306064	1	< 0.1%

SEC_NO_OF_ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0664

Minimum	0
Maximum	38
Zeros	9738
Zeros (%)	97.4%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	38
Range	38
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7341968023
Coefficient of variation (CV)	11.05718076
Kurtosis	1154.133825
Mean	0.0664
Median Absolute Deviation (MAD)	0
Skewness	28.48033388
Sum	664
Variance	0.5390449445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	9738	97.4%
1	143	1.4%
2	57	0.6%
3	20	0.2%
4	17	0.2%
8	6	0.1%
6	4	< 0.1%
11	3	< 0.1%
5	2	< 0.1%
9	2	< 0.1%
Other values (7)	8	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9738	97.4%
1	143	1.4%
2	57	0.6%
3	20	0.2%
4	17	0.2%
5	2	< 0.1%
6	4	< 0.1%
7	1	< 0.1%
8	6	0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
38	1	< 0.1%
31	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
13	1	< 0.1%
11	3	< 0.1%
10	2	< 0.1%
9	2	< 0.1%
8	6	0.1%
7	1	< 0.1%

SEC_ACTIVE_ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0306

Minimum	0
Maximum	14
Zeros	9822
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3278328651
Coefficient of variation (CV)	10.71349232
Kurtosis	702.5196587
Mean	0.0306
Median Absolute Deviation (MAD)	0
Skewness	22.40878643
Sum	306
Variance	0.1074743874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9822	98.2%
1	122	1.2%
2	33	0.3%
3	11	0.1%
4	5	0.1%
11	2	< 0.1%
8	2	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
14	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9822	98.2%
1	122	1.2%
2	33	0.3%
3	11	0.1%
4	5	0.1%
6	1	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
11	2	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
11	2	< 0.1%
8	2	< 0.1%
7	1	< 0.1%
6	1	< 0.1%
4	5	0.1%
3	11	0.1%
2	33	0.3%
1	122	1.2%
0	9822	98.2%

SEC_OVERDUE_ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0098

Minimum	0
Maximum	6
Zeros	9927
Zeros (%)	99.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1417955239
Coefficient of variation (CV)	14.46893101
Kurtosis	759.2454639
Mean	0.0098
Median Absolute Deviation (MAD)	0
Skewness	23.86177536
Sum	98
Variance	0.0201059706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	9927	99.3%
1	62	0.6%
2	5	0.1%
5	2	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9927	99.3%
1	62	0.6%
2	5	0.1%
3	2	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	5	0.1%
1	62	0.6%
0	9927	99.3%

SEC_CURRENT_BALANCE
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	150
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7049.7148

Minimum	0
Maximum	10779261
Zeros	9850
Zeros (%)	98.5%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10779261
Range	10779261
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	194151.8588
Coefficient of variation (CV)	27.54038487
Kurtosis	2433.267893
Mean	7049.7148
Median Absolute Deviation (MAD)	0
Skewness	46.91407737
Sum	70497148
Variance	3.769494428 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9850	98.5%
27296	2	< 0.1%
210646	1	< 0.1%
541134	1	< 0.1%
137353	1	< 0.1%
1900000	1	< 0.1%
54093	1	< 0.1%
1180016	1	< 0.1%
5162	1	< 0.1%
1376603	1	< 0.1%
Other values (140)	140	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9850	98.5%
99	1	< 0.1%
100	1	< 0.1%
183	1	< 0.1%
279	1	< 0.1%
608	1	< 0.1%
800	1	< 0.1%
1358	1	< 0.1%
1687	1	< 0.1%
1722	1	< 0.1%

Value	Count	Frequency (%)
10779261	1	< 0.1%
10716039	1	< 0.1%
9328157	1	< 0.1%
3618737	1	< 0.1%
3558071	1	< 0.1%
2524747	1	< 0.1%
2067601	1	< 0.1%
1900000	1	< 0.1%
1651016	1	< 0.1%
1463930	1	< 0.1%

SEC_SANCTIONED_AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	150
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9512.7601

Minimum	0
Maximum	11900000
Zeros	9824
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11900000
Range	11900000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	223043.16
Coefficient of variation (CV)	23.44673445
Kurtosis	2100.033743
Mean	9512.7601
Median Absolute Deviation (MAD)	0
Skewness	42.77652496
Sum	95127601
Variance	4.97482512 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9824	98.2%
50000	7	0.1%
40000	4	< 0.1%
43000	4	< 0.1%
29000	3	< 0.1%
57000	3	< 0.1%
35000	2	< 0.1%
200000	2	< 0.1%
68000	2	< 0.1%
500000	2	< 0.1%
Other values (140)	147	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9824	98.2%
82	1	< 0.1%
99	1	< 0.1%
250	1	< 0.1%
346	1	< 0.1%
771	1	< 0.1%
1358	1	< 0.1%
3051	1	< 0.1%
5751	1	< 0.1%
6343	1	< 0.1%

Value	Count	Frequency (%)
11900000	1	< 0.1%
11365790	1	< 0.1%
11000000	1	< 0.1%
3953133	1	< 0.1%
3503003	1	< 0.1%
3183000	1	< 0.1%
3098146	1	< 0.1%
2796000	1	< 0.1%
2200000	1	< 0.1%
2100000	1	< 0.1%

SEC_DISBURSED_AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	158
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9433.451

Minimum	0
Maximum	11900000
Zeros	9826
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11900000
Range	11900000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	222742.932
Coefficient of variation (CV)	23.61203043
Kurtosis	2110.600808
Mean	9433.451
Median Absolute Deviation (MAD)	0
Skewness	42.90236866
Sum	94334510
Variance	4.961441377 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9826	98.3%
50000	4	< 0.1%
43000	4	< 0.1%
40000	3	< 0.1%
29000	3	< 0.1%
48000	2	< 0.1%
17050	2	< 0.1%
500000	2	< 0.1%
2000000	2	< 0.1%
200000	2	< 0.1%
Other values (148)	150	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9826	98.3%
82	1	< 0.1%
99	1	< 0.1%
250	1	< 0.1%
346	1	< 0.1%
479	1	< 0.1%
771	1	< 0.1%
1100	1	< 0.1%
1358	1	< 0.1%
3051	1	< 0.1%

Value	Count	Frequency (%)
11900000	1	< 0.1%
11365790	1	< 0.1%
11000000	1	< 0.1%
3953133	1	< 0.1%
3503003	1	< 0.1%
3115312	1	< 0.1%
2993739	1	< 0.1%
2796000	1	< 0.1%
2200000	1	< 0.1%
2100000	1	< 0.1%

PRIMARY_INSTAL_AMT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	2789
Distinct (%)	27.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12425.418

Minimum	0
Maximum	5718114
Zeros	6776
Zeros (%)	67.8%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2091.75
95-th percentile	27521.15
Maximum	5718114
Range	5718114
Interquartile range (IQR)	2091.75

Descriptive statistics

Standard deviation	109509.4272
Coefficient of variation (CV)	8.813339492
Kurtosis	1242.620511
Mean	12425.418
Median Absolute Deviation (MAD)	0
Skewness	29.58056146
Sum	124254180
Variance	1.199231464 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6776	67.8%
1620	12	0.1%
2000	9	0.1%
1350	7	0.1%
1700	6	0.1%
1399	6	0.1%
1250	6	0.1%
1600	6	0.1%
1900	5	0.1%
1000	5	0.1%
Other values (2779)	3162	31.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6776	67.8%
1	1	< 0.1%
3	1	< 0.1%
7	1	< 0.1%
10	2	< 0.1%
13	1	< 0.1%
20	1	< 0.1%
21	2	< 0.1%
23	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
5718114	1	< 0.1%
4897837	1	< 0.1%
2614000	1	< 0.1%
2552650	1	< 0.1%
2082392	1	< 0.1%
1913555	1	< 0.1%
1772411	1	< 0.1%
1641779	1	< 0.1%
1500510	1	< 0.1%
1396000	1	< 0.1%

SEC_INSTAL_AMT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	106
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	230.0842

Minimum	0
Maximum	280000
Zeros	9895
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	280000
Range	280000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5467.922584
Coefficient of variation (CV)	23.76487644
Kurtosis	1345.73446
Mean	230.0842
Median Absolute Deviation (MAD)	0
Skewness	34.50502137
Sum	2300842
Variance	29898177.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9895	99.0%
1404	1	< 0.1%
1046	1	< 0.1%
2990	1	< 0.1%
23528	1	< 0.1%
14611	1	< 0.1%
2270	1	< 0.1%
8338	1	< 0.1%
253	1	< 0.1%
1258	1	< 0.1%
Other values (96)	96	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9895	99.0%
66	1	< 0.1%
231	1	< 0.1%
253	1	< 0.1%
784	1	< 0.1%
833	1	< 0.1%
1025	1	< 0.1%
1046	1	< 0.1%
1100	1	< 0.1%
1166	1	< 0.1%

Value	Count	Frequency (%)
280000	1	< 0.1%
219214	1	< 0.1%
181000	1	< 0.1%
162882	1	< 0.1%
160569	1	< 0.1%
146920	1	< 0.1%
135000	1	< 0.1%
114000	1	< 0.1%
102999	1	< 0.1%
99235	1	< 0.1%

NEW_ACCTS_IN_LAST_SIX_MONTHS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3886

Minimum	0
Maximum	14
Zeros	7737
Zeros (%)	77.4%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9457692572
Coefficient of variation (CV)	2.433786045
Kurtosis	25.20272341
Mean	0.3886
Median Absolute Deviation (MAD)	0
Skewness	4.071617201
Sum	3886
Variance	0.8944794879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	7737	77.4%
1	1414	14.1%
2	477	4.8%
3	185	1.8%
4	92	0.9%
5	41	0.4%
6	24	0.2%
7	14	0.1%
8	8	0.1%
9	3	< 0.1%
Other values (3)	5	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7737	77.4%
1	1414	14.1%
2	477	4.8%
3	185	1.8%
4	92	0.9%
5	41	0.4%
6	24	0.2%
7	14	0.1%
8	8	0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
13	1	< 0.1%
10	3	< 0.1%
9	3	< 0.1%
8	8	0.1%
7	14	0.1%
6	24	0.2%
5	41	0.4%
4	92	0.9%
3	185	1.8%

DELINQUENT_ACCTS_IN_LAST_SIX_MONTHS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1044

Minimum	0
Maximum	11
Zeros	9182
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4165549085
Coefficient of variation (CV)	3.989989545
Kurtosis	105.5409615
Mean	0.1044
Median Absolute Deviation (MAD)	0
Skewness	7.502574674
Sum	1044
Variance	0.1735179918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9182	91.8%
1	662	6.6%
2	126	1.3%
3	16	0.2%
4	5	0.1%
7	3	< 0.1%
6	2	< 0.1%
5	2	< 0.1%
8	1	< 0.1%
11	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9182	91.8%
1	662	6.6%
2	126	1.3%
3	16	0.2%
4	5	0.1%
5	2	< 0.1%
6	2	< 0.1%
7	3	< 0.1%
8	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
8	1	< 0.1%
7	3	< 0.1%
6	2	< 0.1%
5	2	< 0.1%
4	5	0.1%
3	16	0.2%
2	126	1.3%
1	662	6.6%
0	9182	91.8%

AVERAGE_ACCT_AGE
Categorical

HIGH CARDINALITY

Distinct	112
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0yrs 0mon	5084
0yrs 6mon	258
0yrs 10mon	235
0yrs 7mon	233
1yrs 0mon	224
Other values (107)	3966

Length

Max length	10
Median length	9
Mean length	9.0769
Min length	9

Characters and Unicode

Total characters	90769
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19 ?
Unique (%)	0.2%

Sample

1st row	0yrs 0mon
2nd row	0yrs 0mon
3rd row	0yrs 5mon
4th row	0yrs 0mon
5th row	0yrs 0mon

Common Values

Value	Count	Frequency (%)
0yrs 0mon	5084	50.8%
0yrs 6mon	258	2.6%
0yrs 10mon	235	2.4%
0yrs 7mon	233	2.3%
1yrs 0mon	224	2.2%
0yrs 8mon	220	2.2%
0yrs 9mon	219	2.2%
0yrs 11mon	203	2.0%
0yrs 5mon	200	2.0%
1yrs 1mon	193	1.9%
Other values (102)	2931	29.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0yrs	7188	35.9%
0mon	5467	27.3%
1yrs	1584	7.9%
2yrs	672	3.4%
6mon	466	2.3%
1mon	453	2.3%
4mon	429	2.1%
5mon	420	2.1%
7mon	419	2.1%
2mon	415	2.1%
Other values (16)	2487	12.4%

Most occurring characters

Value	Count	Frequency (%)
0	13050	14.4%
y	10000	11.0%
r	10000	11.0%
s	10000	11.0%
	10000	11.0%
m	10000	11.0%
o	10000	11.0%
n	10000	11.0%
1	3176	3.5%
2	1090	1.2%
Other values (7)	3453	3.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	60000	66.1%
Decimal Number	20769	22.9%
Space Separator	10000	11.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	13050	62.8%
1	3176	15.3%
2	1090	5.2%
3	675	3.3%
4	558	2.7%
6	500	2.4%
5	488	2.3%
7	440	2.1%
9	396	1.9%
8	396	1.9%

Lowercase Letter

Value	Count	Frequency (%)
y	10000	16.7%
r	10000	16.7%
s	10000	16.7%
m	10000	16.7%
o	10000	16.7%
n	10000	16.7%

Space Separator

Value	Count	Frequency (%)
	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	60000	66.1%
Common	30769	33.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	13050	42.4%
	10000	32.5%
1	3176	10.3%
2	1090	3.5%
3	675	2.2%
4	558	1.8%
6	500	1.6%
5	488	1.6%
7	440	1.4%
9	396	1.3%

Latin

Value	Count	Frequency (%)
y	10000	16.7%
r	10000	16.7%
s	10000	16.7%
m	10000	16.7%
o	10000	16.7%
n	10000	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90769	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	13050	14.4%
y	10000	11.0%
r	10000	11.0%
s	10000	11.0%
	10000	11.0%
m	10000	11.0%
o	10000	11.0%
n	10000	11.0%
1	3176	3.5%
2	1090	1.2%
Other values (7)	3453	3.8%

CREDIT_HISTORY_LENGTH
Categorical

HIGH CARDINALITY

Distinct	187
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0yrs 0mon	5075
0yrs 6mon	215
2yrs 1mon	213
0yrs 7mon	172
2yrs 0mon	157
Other values (182)	4168

Length

Max length	11
Median length	9
Mean length	9.0894
Min length	9

Characters and Unicode

Total characters	90894
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	31 ?
Unique (%)	0.3%

Sample

1st row	0yrs 0mon
2nd row	0yrs 0mon
3rd row	0yrs 5mon
4th row	0yrs 0mon
5th row	0yrs 0mon

Common Values

Value	Count	Frequency (%)
0yrs 0mon	5075	50.7%
0yrs 6mon	215	2.1%
2yrs 1mon	213	2.1%
0yrs 7mon	172	1.7%
2yrs 0mon	157	1.6%
1yrs 0mon	150	1.5%
1yrs 1mon	140	1.4%
1yrs 11mon	112	1.1%
0yrs 8mon	109	1.1%
1yrs 3mon	108	1.1%
Other values (177)	3549	35.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0yrs	6280	31.4%
0mon	5582	27.9%
1yrs	1201	6.0%
2yrs	957	4.8%
1mon	613	3.1%
3yrs	505	2.5%
6mon	495	2.5%
7mon	404	2.0%
2mon	395	2.0%
3mon	384	1.9%
Other values (23)	3184	15.9%

Most occurring characters

Value	Count	Frequency (%)
0	12254	13.5%
y	10000	11.0%
r	10000	11.0%
s	10000	11.0%
	10000	11.0%
m	10000	11.0%
o	10000	11.0%
n	10000	11.0%
1	3126	3.4%
2	1390	1.5%
Other values (7)	4124	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	60000	66.0%
Decimal Number	20894	23.0%
Space Separator	10000	11.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12254	58.6%
1	3126	15.0%
2	1390	6.7%
3	913	4.4%
4	666	3.2%
6	622	3.0%
5	604	2.9%
7	499	2.4%
8	420	2.0%
9	400	1.9%

Lowercase Letter

Value	Count	Frequency (%)
y	10000	16.7%
r	10000	16.7%
s	10000	16.7%
m	10000	16.7%
o	10000	16.7%
n	10000	16.7%

Space Separator

Value	Count	Frequency (%)
	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	60000	66.0%
Common	30894	34.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12254	39.7%
	10000	32.4%
1	3126	10.1%
2	1390	4.5%
3	913	3.0%
4	666	2.2%
6	622	2.0%
5	604	2.0%
7	499	1.6%
8	420	1.4%

Latin

Value	Count	Frequency (%)
y	10000	16.7%
r	10000	16.7%
s	10000	16.7%
m	10000	16.7%
o	10000	16.7%
n	10000	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90894	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12254	13.5%
y	10000	11.0%
r	10000	11.0%
s	10000	11.0%
	10000	11.0%
m	10000	11.0%
o	10000	11.0%
n	10000	11.0%
1	3126	3.4%
2	1390	1.5%
Other values (7)	4124	4.5%

NO_OF_INQUIRIES
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2133

Minimum	0
Maximum	18
Zeros	8624
Zeros (%)	86.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	18
Range	18
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7317490387
Coefficient of variation (CV)	3.430609652
Kurtosis	112.0155896
Mean	0.2133
Median Absolute Deviation (MAD)	0
Skewness	7.899853101
Sum	2133
Variance	0.5354566557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	8624	86.2%
1	989	9.9%
2	236	2.4%
3	70	0.7%
4	37	0.4%
5	18	0.2%
6	10	0.1%
8	4	< 0.1%
9	3	< 0.1%
10	2	< 0.1%
Other values (6)	7	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8624	86.2%
1	989	9.9%
2	236	2.4%
3	70	0.7%
4	37	0.4%
5	18	0.2%
6	10	0.1%
7	2	< 0.1%
8	4	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
18	1	< 0.1%
17	1	< 0.1%
13	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	3	< 0.1%
8	4	< 0.1%
7	2	< 0.1%
6	10	0.1%

LOAN_DEFAULT
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.2 KiB

0	6746
1	3254

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	6746	67.5%
1	3254	32.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	6746	67.5%
1	3254	32.5%

Most occurring characters

Value	Count	Frequency (%)
0	6746	67.5%
1	3254	32.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6746	67.5%
1	3254	32.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6746	67.5%
1	3254	32.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6746	67.5%
1	3254	32.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	UNIQUEID	DISBURSED_AMOUNT	ASSET_COST	LTV	BRANCH_ID	SUPPLIER_ID	MANUFACTURER_ID	CURRENT_PINCODE_ID	DATE_OF_BIRTH	EMPLOYMENT_TYPE	DISBURSAL_DATE	STATE_ID	EMPLOYEE_CODE_ID	MOBILENO_AVL_FLAG	AADHAR_FLAG	PAN_FLAG	VOTERID_FLAG	PERFORM_CNS_SCORE	PERFORM_CNS_SCORE_DESCRIPTION	PRI_NO_OF_ACCTS	PRI_ACTIVE_ACCTS	PRI_OVERDUE_ACCTS	PRI_CURRENT_BALANCE	PRI_SANCTIONED_AMOUNT	PRI_DISBURSED_AMOUNT	PRIMARY_INSTAL_AMT	NEW_ACCTS_IN_LAST_SIX_MONTHS	DELINQUENT_ACCTS_IN_LAST_SIX_MONTHS	AVERAGE_ACCT_AGE	CREDIT_HISTORY_LENGTH	LOAN_DEFAULT
0	27628	573637	51280	68844	76.99	20	14004	86	6307	1984-03-06	Salaried	2018-10-13	5	674	1	1	0	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
1	116249	539920	59713	72551	84.08	20	18110	86	6279	1972-05-07	Self employed	2018-09-26	5	1296	1	1	0	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1
2	119467	615203	52818	68007	83.81	78	18804	86	2450	1976-01-01	Salaried	2018-10-24	4	1357	1	1	0	0	763	B-Very Low Risk	1	1	0	2496	9990	9990	0	1	0	0yrs 5mon	0yrs 5mon	0
3	78738	443321	48349	62188	80.40	34	18006	86	997	1986-01-15	Self employed	2018-08-17	6	1961	1	1	0	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1
4	5957	613497	60547	83000	74.58	18	17292	48	2686	1988-01-01	Self employed	2018-10-24	4	155	1	0	0	1	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
5	8601	580160	41394	75931	56.63	1	18564	45	6104	1989-01-01	Self employed	2018-10-15	3	1237	1	1	0	0	365	K-High Risk	4	4	1	1003381	1069786	1069786	13434	1	2	1yrs 3mon	2yrs 6mon	1
6	63416	621570	42484	70090	62.90	36	18520	86	6752	1988-07-01	Salaried	2018-10-25	13	1122	1	0	1	1	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
7	80328	574997	70667	91070	79.99	135	22002	120	1596	1988-05-15	Salaried	2018-10-13	4	2128	1	1	1	0	778	B-Very Low Risk	6	4	0	1664559	3343582	3300003	0	1	0	1yrs 11mon	3yrs 7mon	0
8	46055	426611	54759	64303	87.09	5	14347	86	3353	1989-06-20	Salaried	2018-08-07	9	805	1	1	0	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1
9	10221	505073	67517	124403	56.51	36	24044	120	6724	1989-07-14	Self employed	2018-09-14	13	2820	1	0	1	1	790	B-Very Low Risk	3	3	0	9171	110000	10195	0	2	0	0yrs 9mon	1yrs 8mon	0

Last rows

	df_index	UNIQUEID	DISBURSED_AMOUNT	ASSET_COST	LTV	BRANCH_ID	SUPPLIER_ID	MANUFACTURER_ID	CURRENT_PINCODE_ID	DATE_OF_BIRTH	EMPLOYMENT_TYPE	DISBURSAL_DATE	STATE_ID	EMPLOYEE_CODE_ID	MOBILENO_AVL_FLAG	AADHAR_FLAG	PAN_FLAG	PERFORM_CNS_SCORE	PERFORM_CNS_SCORE_DESCRIPTION	PRI_NO_OF_ACCTS	PRI_ACTIVE_ACCTS	PRI_OVERDUE_ACCTS	PRI_CURRENT_BALANCE	PRI_SANCTIONED_AMOUNT	PRI_DISBURSED_AMOUNT	PRIMARY_INSTAL_AMT	NEW_ACCTS_IN_LAST_SIX_MONTHS	DELINQUENT_ACCTS_IN_LAST_SIX_MONTHS	AVERAGE_ACCT_AGE	CREDIT_HISTORY_LENGTH	LOAN_DEFAULT
9990	18960	521247	70123	92000	77.17	2	23852	86	1651	1992-04-28	Self employed	2018-09-20	4	1635	1	1	0	692	E-Low Risk	2	2	0	341268	875000	849871	29348	1	0	1yrs 0mon	1yrs 10mon	0
9991	83834	484368	49049	76950	64.98	138	14108	51	3342	1982-10-30	Salaried	2018-08-31	9	3219	1	1	1	603	H-Medium Risk	4	1	1	49157	50000	50000	2343	1	2	1yrs 2mon	2yrs 6mon	0
9992	125569	570542	44394	72486	62.08	20	23945	49	6224	1994-02-23	Self employed	2018-10-11	5	1482	1	1	0	836	A-Very Low Risk	1	0	0	0	0	0	0	0	0	2yrs 1mon	2yrs 1mon	0
9993	70903	461837	50253	65400	79.43	16	22004	45	3036	1974-01-01	Salaried	2018-08-24	14	439	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
9994	126431	626619	51999	67795	82.60	103	18823	86	6976	1997-05-03	Salaried	2018-10-26	7	1238	1	1	0	825	A-Very Low Risk	2	0	0	0	0	0	4806	0	1	0yrs 6mon	0yrs 7mon	0
9995	72798	569223	58697	73998	81.76	105	15798	86	1192	1994-08-01	Self employed	2018-10-11	6	3414	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
9996	29833	635227	50783	78558	65.53	82	18559	86	4878	1971-05-25	Self employed	2018-10-29	19	3344	1	1	0	783	B-Very Low Risk	5	1	0	1638	300000	300000	0	0	0	2yrs 1mon	3yrs 6mon	0
9997	55089	528884	53559	67813	81.55	77	18397	45	2341	1996-05-21	Salaried	2018-09-23	4	2642	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1
9998	13109	627181	49349	105291	47.49	9	16450	49	5368	1992-01-20	Salaried	2018-10-26	3	2253	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
9999	90677	468415	37439	63596	60.54	18	14878	45	2762	1983-05-03	Self employed	2018-08-28	4	1696	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common